Contents:
FeedbackItem
FeedbackItem.emotion
FeedbackItem.end_time
FeedbackItem.intensity
FeedbackItem.start_time
FeedbackItem.sub_emotion
FeedbackItem.text
FeedbackRequest
FeedbackRequest.feedbackData
FeedbackRequest.videoTitle
FeedbackResponse
FeedbackResponse.filename
FeedbackResponse.message
FeedbackResponse.record_count
FeedbackResponse.success
PredictionRequest
PredictionRequest.method
PredictionRequest.url
PredictionResponse
PredictionResponse.title
PredictionResponse.transcript
PredictionResponse.videoId
TranscriptItem
TranscriptItem.emotion
TranscriptItem.end_time
TranscriptItem.intensity
TranscriptItem.sentence
TranscriptItem.start_time
TranscriptItem.sub_emotion
convert_azure_result_to_api_format()
create_baseline_stats_from_training_data()
create_feedback_csv()
format_time_seconds()
get_live_monitoring_summary()
get_metrics()
get_monitoring_file()
get_monitoring_trends()
get_next_training_filename()
handle_prediction()
handle_refresh()
health_check()
load_training_metrics_to_monitoring()
read_root()
save_feedback()
save_feedback_to_azure()
startup_event()
add_endpoint_cleanup_args()
add_endpoint_deploy_args()
add_endpoint_details_args()
add_endpoint_test_args()
add_pipeline_args()
add_predict_args()
add_preprocess_args()
add_schedule_create_args()
add_schedule_pipeline_args()
add_train_args()
add_upload_model_args()
cmd_data()
cmd_endpoint()
cmd_endpoint_cleanup()
cmd_endpoint_deploy()
cmd_endpoint_details()
cmd_endpoint_test()
cmd_pipeline()
cmd_predict()
cmd_preprocess()
cmd_schedule_create()
cmd_schedule_delete()
cmd_schedule_details()
cmd_schedule_disable()
cmd_schedule_enable()
cmd_schedule_list()
cmd_schedule_setup_defaults()
cmd_status()
cmd_train()
cmd_upload_model()
display_prediction_summary()
get_azure_config()
main()
retry()
run_pipeline_azure()
run_pipeline_local()
run_preprocess_azure()
run_preprocess_local()
run_train_azure()
run_train_local()
DataPreparation
DataPreparation.__init__()
DataPreparation.get_num_classes()
DataPreparation.prepare_data()
DatasetLoader
DatasetLoader.emotion_mapping
DatasetLoader.train_df
DatasetLoader.test_df
DatasetLoader.__init__()
DatasetLoader.load_test_data()
DatasetLoader.load_training_data()
DatasetLoader.plot_distributions()
EmotionDataset
EmotionDataset.__init__()
log_class_distributions()
parse_args()
CustomPredictor
CustomPredictor.__init__()
CustomPredictor.post_process()
CustomPredictor.predict()
DEBERTAClassifier
DEBERTAClassifier.__init__()
DEBERTAClassifier.forward()
EmotionPredictor
EmotionPredictor.__init__()
EmotionPredictor.ensure_best_baseline()
EmotionPredictor.ensure_best_baseline_model()
EmotionPredictor.predict()
ModelLoader
ModelLoader.__init__()
ModelLoader.create_predictor()
ModelLoader.ensure_best_baseline_model()
ModelLoader.load_baseline_model()
ModelLoader.load_dynamic_model()
ModelLoader.load_model()
ModelLoader.promote_dynamic_to_baseline()
AzureEndpointPredictor
AzureEndpointPredictor.__init__()
AzureEndpointPredictor.decode_and_postprocess()
AzureEndpointPredictor.get_prediction()
AzureEndpointPredictor.predict()
AzureEndpointPredictor.predict_batch()
extract_audio_transcript()
extract_transcript()
get_video_title()
predict_emotion()
predict_emotions_azure()
predict_emotions_local()
process_text_chunks()
process_youtube_url_and_predict()
speech_to_text()
time_str_to_seconds()
transcribe_youtube_url()
SpeechToTextTranscriber
SpeechToTextTranscriber.__init__()
SpeechToTextTranscriber.process()
SpeechToTextTranscriber.save_transcript()
SpeechToTextTranscriber.transcribe_audio()
WhisperTranscriber
WhisperTranscriber.__init__()
WhisperTranscriber.extract_sentences()
WhisperTranscriber.format_timestamp()
WhisperTranscriber.process()
WhisperTranscriber.save_transcript()
WhisperTranscriber.transcribe_audio()
check_cuda_status()
sanitize_filename()
save_youtube_audio()
save_youtube_video()
AzureMLLogger
AzureMLLogger.__init__()
AzureMLLogger.complete_run()
AzureMLLogger.create_evaluation_plots()
AzureMLLogger.end_logging()
AzureMLLogger.log_artifact()
AzureMLLogger.log_evaluation_artifacts()
AzureMLLogger.log_image()
AzureMLLogger.log_metric()
AzureMLLogger.log_param()
AzureMLLogger.log_table()
AzureMLLogger.start_logging()
AzureMLManager
AzureMLManager.__init__()
AzureMLManager.create_backup()
AzureMLManager.download_models()
AzureMLManager.get_status_info()
AzureMLManager.handle_post_training_sync()
AzureMLManager.print_status_report()
AzureMLManager.promote_dynamic_to_baseline()
AzureMLManager.sync_on_startup()
AzureMLManager.upload_dynamic_model()
AzureMLManager.validate_operation()
CustomTrainer
CustomTrainer.__init__()
CustomTrainer.calculate_metrics()
CustomTrainer.evaluate()
CustomTrainer.evaluate_final_model()
CustomTrainer.plot_evaluation_results()
CustomTrainer.print_metrics()
CustomTrainer.promote_dynamic_to_baseline()
CustomTrainer.setup_training()
CustomTrainer.should_promote_to_baseline()
CustomTrainer.train_and_evaluate()
CustomTrainer.train_epoch()
parse_arguments()
Transcript
Transcript.__init__()
Transcript.download_youtube_audio()
Transcript.process()
Transcript.seconds_to_hms()
Transcript.transcribe_audio_with_assemblyai()
Transcript.whisper_model()
Available modules